Concepts Related to the Logistic Model -- Estimation Methods -- Derivation of the Binary Logistic Algorithm -- Model Development -- Interactions -- Analysis of Model Fit -- Binomial Logistic Regression -- Overdispersion -- Ordered Logistic Regression -- Multinomial Logistic Regression -- Alternative Categorical Response Models -- Panel Models -- Other Types of Logistic-Based Models -- Exact Logistic Regression -- Appendix A. Brief Guide to Using Stata Commands -- Appendix B. Stata and R Logistic Models -- Appendix C. Greek Letters and Major Functions -- Appendix D. Stata Binary Logistic Command -- Appendix E. Derivation of the Beta-Binomial -- Appendix F. Likelihood Function of the Adaptive Gauss Hermite Quadrature Method of Estimation -- Appendix G. Data Sets -- Appendix H. Marginal Effects and Discrete Change.